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Task Planning on Blocks Vec3 distribution (train)

100Success RateOracle
-4235077Dec 19, 2025

Evaluation results

MethodLinks
Oracle2025.12100
UniPred(Qwen)Learning time (seconds)=58242025.12100
UniPred(Gemini)Learning time (seconds)=6894.62025.12100
UniPred (Ours)Learning time (seconds)=4104.42025.1299.2
IVNTRLearning time (seconds)=12939.42025.1299.2
GNNLearning time (seconds)=1163.22025.1289.2
TransformerLearning time (seconds)=17562025.1234.4
Random2025.1210
Grammar2025.120